math.OC · 2026-07-28 · No. 67

Optimization and Control, 2026-07-28.

1 new papers in math.OC. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Smooth Learning with Hard Constraints via Legendre-Regularized Policies

    Zikun Lin, Rui Chen, Yijie Wang

    math.OC · cs.LG

    We revisit contextual optimization from the perspective of policy class design. A desirable policy class should be expressive enough to learn rich context-decision relationships, should enforce hard feasibility constraints rather than soft penalty terms, and should remain smooth enough for gradient-based training on downstream decision losses. Existing approaches usually emphasize only part of these requirements. We propose...

    arxiv.org/abs/2607.24007 · PDF

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